Adversarial Attack Transferability on ImageNet Target IncV4 5000 images (val)
75.05Attack Success RateRFA+SGM
Evaluation Results
| Method | Links | |
|---|---|---|
| RFA+SGMSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 75.05 | |
| MFAA+SGMSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 69.46 | |
| RFA+MUPSource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 68.58 | |
| RFASource Model=ResNet-50, Attack Category=Parameter-related2024.10 | 66.46 | |
| MFAA+MUPSource Model=ResNet-50, Attack Category=Feature-related2024.10 | 58.89 | |
| MFAASource Model=ResNet-50, Attack Category=Feature-related2024.10 | 57.13 | |
| SIA+SGMSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 53.1 | |
| SMI-FRSM+SGMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 50.09 | |
| SIASource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 42.42 | |
| SMI-FRSM+MUPSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 42.37 | |
| SIA+MUPSource Model=ResNet-50, Attack Category=Augmentation-related2024.10 | 41.92 | |
| SMI-FRSMSource Model=ResNet-50, Attack Category=Gradient-related2024.10 | 38.93 | |
| PGD+SGMSource Model=ResNet-50, Attack Category=White-box2024.10 | 26.98 | |
| PGD+MUPSource Model=ResNet-50, Attack Category=White-box2024.10 | 15.51 | |
| PGDSource Model=ResNet-50, Attack Category=White-box2024.10 | 13.74 |